jutuldarcyrules.jl
JutulDarcyRules: ChainRules extension to Jutul and JutulDarcy
Science Score: 62.0%
This score indicates how likely this project is to be science-related based on various indicators:
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✓CITATION.cff file
Found CITATION.cff file -
✓codemeta.json file
Found codemeta.json file -
○.zenodo.json file
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✓DOI references
Found 17 DOI reference(s) in README -
✓Academic publication links
Links to: zenodo.org -
○Academic email domains
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✓Institutional organization owner
Organization slimgroup has institutional domain (slim.gatech.edu) -
○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (11.1%) to scientific vocabulary
Keywords
Repository
JutulDarcyRules: ChainRules extension to Jutul and JutulDarcy
Basic Info
- Host: GitHub
- Owner: slimgroup
- License: mit
- Language: Julia
- Default Branch: main
- Homepage: https://doi.org/10.5281/zenodo.7587716
- Size: 4.76 MB
Statistics
- Stars: 11
- Watchers: 4
- Forks: 4
- Open Issues: 7
- Releases: 13
Topics
Metadata Files
README.md
JutulDarcyRules: auto-differentiable multiphase flow solvers based on JutulDarcy with ChainRules integration
Interoperate Jutul.jl and JutulDarcy.jl to other Julia packages via ChainRules.jl. We welcome you to read the open-access article, "Learned multiphysics inversion with differentiable programming and machine learning", for the design principle of this software package.
LICENSE
The software used in this repository can be modified and redistributed according to MIT license.
Papers
The following publications use JutulDarcyRules.jl:
"Time-lapse full-waveform permeability inversion: A feasibility study", doi: 10.1190/tle43080544.1
"A Digital Twin for Geological Carbon Storage with Controlled Injectivity", doi: 10.48550/arXiv.2403.19819
BEACON: Bayesian Experimental design Acceleration with Conditional Normalizing flows – a case study in optimal monitor well placement for CO2 sequestration, doi: 10.48550/arXiv.2404.00075
"Inference of CO2 flow patterns -- a feasibility study", doi: 10.48550/arXiv.2311.00290
"Solving multiphysics-based inverse problems with learned surrogates and constraints", doi: 10.1186/s40323-023-00252-0
"Learned multiphysics inversion with differentiable programming and machine learning", doi: 10.1190/tle42070474.1
Reference
If you use our software for your research, we appreciate it if you cite us following the bibtex in CITATION.bib.
Authors
This package is developed by the researchers at the Seismic Laboratory for Imaging and Modeling (SLIM) at the Georgia Institute of Technology.
If you have any question, we welcome your contributions to our software by opening issue or pull request.
SLIM Group @ Georgia Institute of Technology, https://slim.gatech.edu.
SLIM public GitHub account, https://github.com/slimgroup.
Owner
- Name: SLIM GROUP
- Login: slimgroup
- Kind: organization
- Email: Felix.herrmann@gatech.edu
- Location: Georgia Institute of Technology, USA
- Website: https://slim.gatech.edu
- Repositories: 54
- Profile: https://github.com/slimgroup
Repositories for software by SLIM group
Citation (CITATION.bib)
@software{JutulDarcyRules,
author = {Ziyi Yin and
Grant Bruer and
Mathias Louboutin},
title = {slimgroup/JutulDarcyRules.jl: v0.2.8},
month = {05},
year = {2024},
publisher = {Zenodo},
version = {v0.2.8},
doi = {10.5281/zenodo.11228539},
url = {https://doi.org/10.5281/zenodo.11228539}
}
@article{louboutin2023,
title = {Learned multiphysics inversion with differentiable programming and machine learning},
author = {Louboutin, Mathias and Yin, Ziyi and Orozco, Rafael and Grady, Thomas J. and Siahkoohi, Ali and Rizzuti, Gabrio and Witte, Philipp A. and {Møyner}, Olav and Gorman, Gerard J. and Herrmann, Felix J.},
year = {2023},
month = {07},
date = {2023-07},
journal = {The Leading Edge},
pages = {474--486},
volume = {42},
number = {7},
doi = {10.1190/tle42070474.1},
url = {http://dx.doi.org/10.1190/tle42070474.1},
langid = {en}
}
GitHub Events
Total
- Pull request review event: 4
- Pull request review comment event: 6
- Pull request event: 2
- Fork event: 1
Last Year
- Pull request review event: 4
- Pull request review comment event: 6
- Pull request event: 2
- Fork event: 1
Issues and Pull Requests
Last synced: 6 months ago
All Time
- Total issues: 6
- Total pull requests: 31
- Average time to close issues: 6 days
- Average time to close pull requests: 20 days
- Total issue authors: 5
- Total pull request authors: 5
- Average comments per issue: 4.33
- Average comments per pull request: 0.35
- Merged pull requests: 17
- Bot issues: 0
- Bot pull requests: 7
Past Year
- Issues: 3
- Pull requests: 3
- Average time to close issues: N/A
- Average time to close pull requests: N/A
- Issue authors: 2
- Pull request authors: 2
- Average comments per issue: 2.33
- Average comments per pull request: 0.0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0
Top Authors
Issue Authors
- gbruer15 (2)
- haoyunl2 (1)
- ziyiyin97 (1)
- zhen0z (1)
- JuliaTagBot (1)
Pull Request Authors
- ziyiyin97 (20)
- github-actions[bot] (8)
- gbruer15 (5)
- shiqinzeng (2)
- zhen0z (2)
Top Labels
Issue Labels
Pull Request Labels
Dependencies
- actions/checkout v2 composite
- julia-actions/julia-buildpkg latest composite
- julia-actions/julia-runtest latest composite
- julia-actions/setup-julia v1 composite
- JuliaRegistries/TagBot v1 composite